{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias ANS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANS/option3/ans-option3-1-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANS/option3/ans-option3-1-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 3-1: 30 tópicos, algoritmo LDA, API Mallet, alpha 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2240</th>\n",
       "      <td>5372745</td>\n",
       "      <td>ANS</td>\n",
       "      <td>http://www.ans.gov.br/aans/noticias-ans/sobre-a-ans/4498-ans-e-opas-divulgam-publicacao-com-experiencias-finalistas-no-laboratorio-de-inovacao-sobre-aps</td>\n",
       "      <td>2018-06-25T20:40:07+00:00</td>\n",
       "      <td>ANS e OPAS divulgam publicação com experiências finalistas no Laboratório de Inovação sobre APS</td>\n",
       "      <td>ANS e OPAS divulgam publicação com experiências finalistas no Laboratório de Inovação sobre APS  Detalhes Categoria: Sobre a ANS Publicado em: 25/06/2018  A Agência Nacional de Saúde Suplementar (ANS) e a Organização Pan-Americana da Saúde (OPAS) no Brasil divulgam publicação com os projetos selecionados no Laboratório de Inovação sobre Experi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2241</th>\n",
       "      <td>5385689</td>\n",
       "      <td>ANS</td>\n",
       "      <td>http://www.ans.gov.br/aans/noticias-ans/consumidor/4501-franquia-e-coparticipacao</td>\n",
       "      <td>2018-06-29T22:28:05+00:00</td>\n",
       "      <td>Franquia e Coparticipação</td>\n",
       "      <td>No caso de atendimentos em pronto-socorro, somente poderá ser cobrado valor fixo e único – não importando a quantidade e o tipo de procedimento realizado. O valor deverá ser previamente conhecido pelo beneficiário e não poderá ser superior a 50% do valor da mensalidade, nem maior que o valor pago pela operadora ao prestador. No caso de atendim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2242</th>\n",
       "      <td>5392042</td>\n",
       "      <td>ANS</td>\n",
       "      <td>http://www.ans.gov.br/aans/noticias-ans/numeros-do-setor/4502-planos-de-saude-realizaram-1-5-bilhao-de-procedimentos-em-2017</td>\n",
       "      <td>2018-07-03T15:13:36+00:00</td>\n",
       "      <td>Planos de saúde realizaram 1,5 bilhão de procedimentos em 2017</td>\n",
       "      <td>Planos de saúde realizaram 1,5 bilhão de procedimentos em 2017  Detalhes Categoria: Números do Setor Publicado em: 03/07/2018  Já está disponível a sexta edição do Mapa Assistencial da Saúde Suplementar, publicação elaborada pela Agência Nacional de Saúde Suplementar (ANS) que traz os dados sobre procedimentos realizados pelos beneficiários de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id website  \\\n",
       "2240  5372745     ANS   \n",
       "2241  5385689     ANS   \n",
       "2242  5392042     ANS   \n",
       "\n",
       "                                                                                                                                                           url  \\\n",
       "2240  http://www.ans.gov.br/aans/noticias-ans/sobre-a-ans/4498-ans-e-opas-divulgam-publicacao-com-experiencias-finalistas-no-laboratorio-de-inovacao-sobre-aps   \n",
       "2241                                                                         http://www.ans.gov.br/aans/noticias-ans/consumidor/4501-franquia-e-coparticipacao   \n",
       "2242                              http://www.ans.gov.br/aans/noticias-ans/numeros-do-setor/4502-planos-de-saude-realizaram-1-5-bilhao-de-procedimentos-em-2017   \n",
       "\n",
       "               publication_date  \\\n",
       "2240  2018-06-25T20:40:07+00:00   \n",
       "2241  2018-06-29T22:28:05+00:00   \n",
       "2242  2018-07-03T15:13:36+00:00   \n",
       "\n",
       "                                                                                                title  \\\n",
       "2240  ANS e OPAS divulgam publicação com experiências finalistas no Laboratório de Inovação sobre APS   \n",
       "2241                                                                        Franquia e Coparticipação   \n",
       "2242                                   Planos de saúde realizaram 1,5 bilhão de procedimentos em 2017   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                               text  \n",
       "2240   ANS e OPAS divulgam publicação com experiências finalistas no Laboratório de Inovação sobre APS  Detalhes Categoria: Sobre a ANS Publicado em: 25/06/2018  A Agência Nacional de Saúde Suplementar (ANS) e a Organização Pan-Americana da Saúde (OPAS) no Brasil divulgam publicação com os projetos selecionados no Laboratório de Inovação sobre Experi...  \n",
       "2241   No caso de atendimentos em pronto-socorro, somente poderá ser cobrado valor fixo e único – não importando a quantidade e o tipo de procedimento realizado. O valor deverá ser previamente conhecido pelo beneficiário e não poderá ser superior a 50% do valor da mensalidade, nem maior que o valor pago pela operadora ao prestador. No caso de atendim...  \n",
       "2242   Planos de saúde realizaram 1,5 bilhão de procedimentos em 2017  Detalhes Categoria: Números do Setor Publicado em: 03/07/2018  Já está disponível a sexta edição do Mapa Assistencial da Saúde Suplementar, publicação elaborada pela Agência Nacional de Saúde Suplementar (ANS) que traz os dados sobre procedimentos realizados pelos beneficiários de...  "
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANS/ans_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias: 2243\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','tais','quais',\n",
    "    'nº','nº',\n",
    "    'nao','ja','tambem','porque','ainda',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'getdata','clique_aqui','feira','ml',\n",
    "    'ans'\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 7160\n",
      "### No total de palavras: 354709\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=5, no_above=0.95)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.1,\n",
    "                                             iterations=100, \n",
    "                                             topic_threshold=0.5,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('ans-option3-1-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"segunda_sexta\", \"outubro\", \"idss\", \"portal\", \"disque\", \"indice\", \"www\", \"consumidores\", \"novembro\", \"operadoras\", \"saude\", \"planos\", \"agencia\", \"menos\", \"suplementar\", \"atendimento\", \"rio\", \"operadora\", \"janeiro\", \"nacional\", \"beneficiarios\", \"rol\", \"procedimentos_eventos\", \"revisao\", \"cobertura_minima_obrigatoria\", \"inclusoes\", \"procedimentos\", \"inclusao\", \"medicamentos_orais\", \"cobertura_obrigatoria\", \"protese\", \"consulta_publica\", \"cirurgias\", \"tuss\", \"incluidos\", \"sessoes\", \"medicamentos\", \"planejamento_familiar\", \"cosaude\", \"implante\", \"coberturas_obrigatorias\", \"contribuicoes_recebidas\", \"cobertos\", \"ampliacao\", \"revisoes\", \"seguranca_efetividade\", \"principal_vantagem\", \"efeitos_colaterais\", \"submetida_consulta_publica\", \"nomenclatura\", \"terminologia_unificada\", \"atualizacao\", \"grupo_tecnico\", \"tratamento\", \"contribuicoes\", \"cancer\", \"contratados\", \"consultas\", \"vigor\", \"cobertura\", \"proposta\", \"saude\", \"diretrizes\", \"novos\", \"planos\", \"sociedade\", \"resolucao_normativa\", \"nova\", \"partir\", \"consumidor\", \"agencia\", \"participacao\", \"suplementar\", \"representantes\", \"beneficiarios\", \"novo\", \"operadoras\", \"janeiro\", \"nacional\", \"dengue\", \"obesidade\", \"doenca\", \"excesso\", \"combate\", \"virus_zika\", \"mosquito\", \"infeccao\", \"zika\", \"sintomas\", \"exames\", \"complicacoes\", \"alimentos\", \"diagnostico\", \"peso\", \"microcefalia\", \"pacientes\", \"deteccao\", \"brats\", \"aedes_aegypti\", \"mobilizacao\", \"paciente\", \"cancer\", \"virus\", \"mama\", \"obitos\", \"proteses\", \"criancas\", \"enfrentamento\", \"diagnostico_precoce\", \"campanha\", \"tratamento\", \"orientacoes\", \"vida\", \"controle\", \"populacao\", \"ministerio\", \"casos\", \"uso\", \"profissionais\", \"saude\", \"pessoas\", \"medico\", \"diretrizes\", \"cuidado\", \"doencas\", \"risco\", \"pais\", \"brasil\", \"prevencao\", \"acoes\", \"nacional\", \"planos\", \"procon\", \"cooperacao_tecnica\", \"procon_estadual\", \"cooperacao\", \"parceiros\", \"cidadania\", \"acordos\", \"defensoria_publica\", \"souza\", \"capacitacao\", \"parcerias\", \"redes_assistenciais\", \"inovadoras\", \"chefe\", \"intercambio\", \"agencias\", \"ricardo\", \"projetos\", \"enfrentados\", \"parceria\", \"reconhecimento\", \"agencias_reguladoras\", \"inovacao\", \"eduardo_sales\", \"assinam\", \"enfatizou\", \"francisco\", \"eficacia\", \"plantao\", \"dalton_callado\", \"justica\", \"antonio\", \"defesa\", \"experiencias\", \"estado\", \"orgaos\", \"conhecimento\", \"consumo\", \"acordo\", \"fiscalizacao\", \"acoes\", \"publico\", \"iniciativa\", \"seguranca\", \"politica\", \"sistema\", \"busca\", \"instituicoes\", \"informacoes\", \"saude\", \"programa\", \"consumidor\", \"diretora\", \"setor\", \"suplementar\", \"regulacao\", \"agencia\", \"diretor\", \"nacional\", \"ministerio\", \"planos\", \"evento\", \"processo\", \"qualidade\", \"beneficiarios\", \"assistencia\", \"riscos_doencas\", \"promocao\", \"programas\", \"prevencao\", \"doencas_cronicas\", \"vigitel\", \"promoprev\", \"bucal\", \"depressao\", \"cuidado\", \"diabetes\", \"projeto_sorrir\", \"atencao_primaria\", \"idoso\", \"tabagismo\", \"dia_mundial\", \"envelhecimento_ativo\", \"workshop_regional\", \"idosos\", \"doencas\", \"projeto_idoso_bem\", \"atividade_fisica\", \"oncologia\", \"centrado\", \"aprovados\", \"mental\", \"assistente\", \"organizacao_pan_americana\", \"homens\", \"estimulo\", \"atencao\", \"vida\", \"estrategias\", \"opas\", \"saude\", \"cuidados\", \"acoes\", \"fatores\", \"modelo\", \"mudanca\", \"qualidade\", \"suplementar\", \"implementacao\", \"assistencial\", \"experiencias\", \"operadoras\", \"desenvolvimento\", \"brasil\", \"reducao\", \"resultados\", \"modelos\", \"dia\", \"setor\", \"planos\", \"agencia\", \"assistencia\", \"seminario\", \"detalhes_categoria\", \"nacional\", \"janeiro\", \"objetivo\", \"publicado\", \"guia\", \"luis\", \"compativeis\", \"portabilidade_especial\", \"destino\", \"comprovantes\", \"carencias\", \"portabilidade\", \"copia\", \"origem\", \"unimed_guararapes\", \"conmed\", \"menos_quatro_boletos_vencidos\", \"multiclinicas\", \"consultar_guia\", \"cumprir_carencia\", \"cobertura_parcial_temporaria\", \"ideal\", \"cumprindo_carencia\", \"compatibilidade\", \"facilitar_exercicio\", \"cumpri_la\", \"tipo_compativel\", \"cumprida\", \"cifroes\", \"comprovante\", \"identificacao_identidade_cpf\", \"mensalidade_constante\", \"maranhao\", \"destino_entra\", \"obtido\", \"preco\", \"resolucao_operacional\", \"plano\", \"carencia\", \"coletivo\", \"operadora\", \"solicitar\", \"trocar\", \"beneficiario\", \"beneficiarios\", \"adesao\", \"planos\", \"periodo\", \"pagamento\", \"dias\", \"portabilidade_extraordinaria\", \"novo\", \"prazo\", \"saude\", \"fazer\", \"caso\", \"consumidor\", \"consulta\", \"agencia\", \"detalhes_categoria\", \"operadoras\", \"publicado\", \"nova\", \"suplementar\", \"reajuste\", \"agrupamento\", \"aplicado\", \"aniversario\", \"variacao\", \"reajustes\", \"autorizado\", \"contratos\", \"antigos\", \"clausulas\", \"reajuste_anual\", \"divulgado\", \"individuais_antigos\", \"indices\", \"indice\", \"percentuais\", \"defasagem\", \"percentual\", \"individuais_familiares\", \"vcmh\", \"autorizacao_previa\", \"faixa_etaria\", \"teto\", \"adaptados_lei\", \"individuais\", \"praticados\", \"custos_medico_hospitalares\", \"coletivos\", \"adaptacao_migracao\", \"maio\", \"maximo\", \"calculo\", \"contrato\", \"compromisso\", \"contratados\", \"precos\", \"mes\", \"planos\", \"rn\", \"aplicacao\", \"abril\", \"lei\", \"beneficiarios\", \"partir\", \"caso\", \"operadoras\", \"saude\", \"consumidores\", \"meses\", \"operadora\", \"data\", \"janeiro\", \"agencia\", \"suspensos\", \"comercializacao_suspensa\", \"suspensao\", \"comercializacao\", \"ciclo\", \"reativados\", \"queixas\", \"suspensoes\", \"regime_especial\", \"direcao_tecnica\", \"reclamacoes\", \"mediacao\", \"suspensa\", \"saida_ordenada\", \"monitoramento\", \"garantia\", \"nip\", \"protegidos\", \"comercializados\", \"reativacao_parcial\", \"afastamento\", \"recuperacao\", \"descumprimento\", \"reclamacao\", \"medidas_administrativas\", \"excluidas\", \"voltar_comercializar\", \"reclamacoes_consideradas_procedentes\", \"reativacao_total\", \"consultas_exames_cirurgias\", \"recebidas\", \"trimestre\", \"prazos_maximos\", \"atendimento\", \"faixa\", \"canais\", \"conflitos\", \"operadoras\", \"acima\", \"assistencial\", \"planos\", \"mil\", \"programa\", \"consumidores\", \"assistenciais\", \"operadora\", \"problemas\", \"produtos\", \"medida\", \"beneficiarios\", \"saude\", \"consumidor\", \"cobertura\", \"agencia\", \"assistencia\", \"risco\", \"numero\", \"plano\", \"sendo\", \"ressarcimento\", \"sus\", \"idss\", \"divida_ativa\", \"dimensao\", \"abi\", \"identificados\", \"ressarcidos\", \"volume\", \"desempenho\", \"cobrados\", \"impugnacoes\", \"persus\", \"cobranca\", \"cruzamento\", \"notas\", \"quatro_dimensoes\", \"atendimentos\", \"arrecadado\", \"arrecadados\", \"dimensoes\", \"fns\", \"dispersao\", \"notificados\", \"cadastro_informativo\", \"analisados\", \"quitados\", \"notificacoes\", \"indicadores\", \"sistema_unico\", \"integracao\", \"satisfacao\", \"inscricao\", \"qualificacao\", \"valores\", \"recursos\", \"ano\", \"administrativo\", \"taxa\", \"dados\", \"milhoes\", \"operadoras\", \"programa\", \"base\", \"rede\", \"publica\", \"beneficiarios\", \"saude\", \"indice\", \"processo\", \"resultados\", \"informacoes\", \"beneficiario\", \"planos\", \"suplementar\", \"partir\", \"sistema\", \"agencia\", \"procedimentos\", \"nacional\", \"operadora\", \"qualidade\", \"aplicativo\", \"rps\", \"versao\", \"opme\", \"arquivos\", \"pesquisa\", \"formato\", \"padrao_tiss\", \"pesquisas\", \"amostra\", \"sistemas\", \"perguntas\", \"aplicativos\", \"coleta\", \"tiss\", \"componente\", \"dispositivos\", \"manual\", \"lanca\", \"link\", \"web\", \"pesquisador\", \"carta\", \"xml\", \"arps\", \"basta\", \"digital\", \"senhas\", \"ti\", \"preparado\", \"geracao\", \"dados\", \"contraste\", \"padrao\", \"pagina\", \"portal\", \"estudo\", \"espaco\", \"campanha\", \"acesso\", \"informacoes\", \"area\", \"produtos\", \"saude\", \"servicos\", \"disponivel\", \"operadoras\", \"agencia\", \"prestadores\", \"suplementar\", \"sistema\", \"nacional\", \"nova\", \"publicado\", \"detalhes_categoria\", \"rede\", \"operadora\", \"planos\", \"partir\", \"novo\", \"forma\", \"mesa\", \"universidade_federal\", \"perspectivas\", \"destacou\", \"ufrj\", \"santos\", \"desafios\", \"convidados\", \"discute\", \"apresentou\", \"presidente\", \"falou\", \"gerente\", \"professor\", \"jose_carlos\", \"especialistas\", \"discutir\", \"hesio_cordeiro\", \"fausto_pereira\", \"dr\", \"leandro_reis\", \"reuniu\", \"souza_abrahao\", \"jose_carlos_abrahao\", \"palestrantes\", \"gerente_geral\", \"diretor_presidente\", \"alves\", \"negociacoes\", \"afirmou\", \"encontro\", \"debate\", \"disse\", \"jose\", \"palestra\", \"evento\", \"contou\", \"normas_habilitacao\", \"seminario\", \"abertura\", \"representantes\", \"martha_oliveira\", \"rio\", \"diretor\", \"desenvolvimento_setorial\", \"setor\", \"reuniao\", \"regulacao\", \"saude\", \"suplementar\", \"produtos\", \"diretora\", \"janeiro\", \"agencia\", \"nacional\", \"tema\", \"operadoras\", \"dia\", \"planos\", \"prestadores\", \"infracoes\", \"intervencao_fiscalizatoria\", \"audiencia_publica\", \"provisao\", \"governanca_corporativa\", \"acoes_fiscalizatorias\", \"oferta\", \"seguranca_juridica\", \"detalha\", \"minuta\", \"prd\", \"classificadas\", \"estabelece\", \"contabeis\", \"normativa\", \"alteracoes\", \"debitos\", \"mecanismos\", \"punicao\", \"operacoes\", \"pequenas_medias\", \"visam\", \"sancoes\", \"tributarios\", \"processual\", \"reparacao_voluntaria_eficaz_rve\", \"normas\", \"coibir\", \"semestre\", \"capital_baseado\", \"exigencias\", \"ativos\", \"eixo\", \"normativo\", \"proposta\", \"previa\", \"consulta_publica\", \"norma\", \"fiscalizacao\", \"riscos\", \"porte\", \"sociedade\", \"resolucao_normativa\", \"rn\", \"incentivar\", \"regras\", \"publicada\", \"contribuicoes\", \"traz\", \"participacao\", \"operadoras\", \"forma\", \"risco\", \"mercado\", \"maior\", \"agencia\", \"regulacao\", \"beneficiarios\", \"acoes\", \"tema\", \"detalhes_categoria\", \"saude\", \"planos\", \"setor\", \"publicado\", \"suplementar\", \"operadora\", \"nacional\", \"beneficiario\", \"programa\", \"plano\"], \"Total\": [9005.0, 3785.0, 1299.0, 1496.0, 3543.0, 1772.0, 1236.0, 2711.0, 561.0, 911.0, 2039.0, 1073.0, 1370.0, 444.0, 878.0, 544.0, 752.0, 451.0, 1038.0, 454.0, 1627.0, 605.0, 588.0, 505.0, 462.0, 459.0, 536.0, 453.0, 463.0, 723.0, 26.476167806704314, 31.642680434563946, 25.533492008635093, 69.00555975688316, 34.436532471437864, 66.70681430454889, 66.42880300741851, 24.354721771865236, 27.456544323160703, 66.12174528460704, 87.99982963536532, 81.48956510367363, 85.68462389630521, 59.993117046058785, 22.312799659225508, 43.359778280621725, 24.0088175694849, 29.526794603875505, 70.12341389500111, 28.675399738761854, 26.868588913694182, 23.61765076978004, 48.58835557958253, 99.63596403743094, 93.69528499026543, 24.110384109438456, 32.243117874125616, 45.16206583559056, 24.072634061640187, 30.37586638425333, 82.49437243383204, 86.40455169615754, 275.698850422762, 145.00622995189198, 220.1706413165666, 103.58547147158333, 2711.7783055859886, 605.0094690312656, 1370.9957649856544, 9005.78299330232, 623.0040305832165, 536.7906189623062, 723.0635437015621, 595.4972157627475, 2039.82295843085, 1627.1407785007113, 3785.945695646229, 581.5539247679511, 878.9984744708923, 1056.5538697615505, 1015.7158515350724, 3543.8468032089095, 588.5366842751437, 1038.316960517998, 529.383206005378, 477.53545200006954, 752.9788041849189, 563.2205731308636, 320.0874551927482, 452.07348764482464, 656.9022145029076, 74.04815415730421, 31.868983810201335, 44.06892715203202, 92.36422736618273, 52.723447745924965, 220.1706413165666, 28.787710675776342, 23.860131996122405, 39.33588011887681, 36.60221237010952, 45.19866980762315, 52.84451413348112, 111.91519888327139, 32.081136031737486, 32.764680794354476, 28.396034410369694, 24.528219304699626, 40.42276745245397, 109.12675578449125, 23.3720709734829, 53.05754945342357, 25.52940100570528, 80.1360216286114, 49.319271116505774, 54.569223834201324, 31.084267156975304, 29.03866682938559, 24.62619152639288, 22.059862268732704, 45.23896492312273, 115.18234526583068, 63.27654527948438, 377.95091354113276, 194.47485008129166, 270.1442912171265, 174.90278007162962, 245.11938769895065, 505.19799914466387, 187.37342876157143, 415.65924199428673, 3543.8468032089095, 1772.4318170865924, 112.2849323416244, 161.8745798366329, 9005.78299330232, 878.9984744708923, 218.57767036469667, 410.1783029168724, 2711.7783055859886, 1236.7748682835452, 240.4816225549172, 1015.7158515350724, 1627.1407785007113, 3785.945695646229, 1299.767060081081, 1370.9957649856544, 1056.5538697615505, 471.09242192545446, 343.78658522110845, 2039.82295843085, 1038.316960517998, 74.81664992947499, 107.95611179513052, 32.8266721598124, 49.45943075110485, 224.44626499704356, 31.8130241981699, 30.62584440918569, 149.42976691766074, 31.343618953165652, 32.23964903806964, 81.37996727612357, 40.81908136366745, 28.36250448877261, 61.062475840940735, 58.581250846542375, 85.02404902357328, 29.23508965023666, 32.602744991470026, 50.596982152405204, 29.888563841307352, 37.74317178026389, 51.20398320912432, 82.21363140441294, 65.26076046150757, 25.245551378897623, 50.477092057668585, 24.13839006820751, 57.17893033542687, 23.55774395193855, 26.034215667400485, 140.07553261100082, 247.8472325072079, 266.3975745713891, 66.74897176722733, 1496.34121415294, 1772.4318170865924, 734.5179523292201, 137.64848177882953, 417.18279495058295, 1236.7748682835452, 534.2312255290212, 529.383206005378, 9005.78299330232, 402.5860634174323, 649.1577026549423, 3543.8468032089095, 2039.82295843085, 1627.1407785007113, 3785.945695646229, 386.7817273231667, 1073.4309341343812, 1015.7158515350724, 588.5366842751437, 1299.767060081081, 2711.7783055859886, 1056.5538697615505, 93.5909867686795, 88.44394847277412, 142.0874991922363, 71.02130948212675, 65.76564757586718, 50.988356606002434, 57.8165720661605, 205.37626421584878, 63.57551231048418, 69.74372311769037, 36.55800061265972, 52.31912827375366, 79.30489795386981, 77.38861387439299, 35.94355792026306, 85.08722993113719, 60.66136488175827, 102.82384830575437, 34.21038178223657, 51.57936765600783, 48.124284310679414, 135.12027088254698, 50.63155036189054, 34.83132282452126, 62.39372601888032, 41.04472327411689, 67.21451712967024, 65.84856041481935, 281.80388781307795, 401.3921754480941, 649.1577026549423, 340.61057952656944, 1236.7748682835452, 96.73387013346576, 200.41373279328621, 309.28257935944737, 211.71260530395398, 478.9976337465419, 401.7339155383904, 1496.34121415294, 421.7291449912226, 534.2312255290212, 450.9204850910532, 271.1671109802992, 417.18279495058295, 240.4816225549172, 1073.4309341343812, 209.04281046099322, 230.9678141530717, 529.383206005378, 1299.767060081081, 228.1269501395601, 9005.78299330232, 3543.8468032089095, 656.6487302705532, 878.9984744708923, 1038.316960517998, 3785.945695646229, 417.4269350542608, 456.81828395602247, 32.75525301386048, 30.741244308909867, 27.03229222940931, 25.880617361089154, 85.75143727507907, 30.53246955436437, 24.386038350116397, 23.411251085365702, 23.506899958584775, 51.87863311545498, 23.974942826016413, 24.227203884144036, 63.64645395000651, 23.68254223577686, 24.244327824616207, 22.804633176249354, 24.492848782335198, 23.217843898718236, 23.39666907105611, 24.557608538597847, 23.66136855296583, 23.87849967710271, 26.267675256771007, 23.684498260802883, 23.751153971465982, 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\"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimo_dia_util\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"ultimos_seis_meses\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"unanimidade\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"uniao_gru\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidade_federativa\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unidas\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_guararapes\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_paulistana\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_seguros\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"unimed_unimed_fesp\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"universidade_federal\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"urgencia_emergencia\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuario_acessar_perfil\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"uti_neonatal\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"utilizar_mail_fale\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"vcmh\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"ve_lo_informando_nome\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigencia\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigitel\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"virus_zika\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visam\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"visita\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"voltar_comercializar\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", 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\"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"youtube\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\", \"zika\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]};\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=            Freq  cluster  topics         x         y\n",
       "topic                                                \n",
       "0       2.287940        1       1  0.064469 -0.039064\n",
       "1       2.701130        1       2 -0.029528  0.010646\n",
       "2       2.446568        1       3 -0.093245 -0.054231\n",
       "3       7.243255        1       4 -0.113828  0.049420\n",
       "4       1.543343        1       5 -0.048798 -0.011464\n",
       "5       2.958080        1       6  0.041538  0.106543\n",
       "6       3.879860        1       7  0.054700  0.070545\n",
       "7       1.069520        1       8 -0.062169 -0.050821\n",
       "8       2.204379        1       9  0.059607 -0.032982\n",
       "9       1.446492        1      10 -0.009192 -0.025835\n",
       "10      1.097887        1      11 -0.012146 -0.089267\n",
       "11      3.496436        1      12  0.030563  0.017875\n",
       "12      3.183801        1      13  0.111454 -0.021183\n",
       "13      1.645547        1      14 -0.021471 -0.089667\n",
       "14      1.416793        1      15  0.042495 -0.041823\n",
       "15      1.958830        1      16 -0.031254 -0.006390\n",
       "16      1.469626        1      17 -0.017937  0.039213\n",
       "17      1.443662        1      18  0.050926 -0.073334\n",
       "18      1.438203        1      19 -0.028007 -0.029502\n",
       "19      3.810045        1      20 -0.007744  0.027565\n",
       "20      4.213391        1      21  0.027888  0.083478\n",
       "21      6.968282        1      22  0.085693  0.028384\n",
       "22      5.570413        1      23  0.103568  0.048348\n",
       "23      2.227667        1      24 -0.106894 -0.034656\n",
       "24      4.146158        1      25 -0.106697  0.035279\n",
       "25      7.272458        1      26 -0.101056  0.029505\n",
       "26      3.188291        1      27 -0.018744  0.058199\n",
       "27      1.841743        1      28  0.012620  0.007494\n",
       "28     10.653457        1      29  0.141790 -0.053769\n",
       "29      5.176745        1      30 -0.018600  0.041491, topic_info=     Category         Freq                 Term        Total  loglift  logprob\n",
       "term                                                                          \n",
       "162   Default  9005.000000                saude  9005.000000  30.0000  30.0000\n",
       "121   Default  3785.000000           operadoras  3785.000000  29.0000  29.0000\n",
       "19    Default  1299.000000          atendimento  1299.000000  28.0000  28.0000\n",
       "120   Default  1496.000000            operadora  1496.000000  27.0000  27.0000\n",
       "129   Default  3543.000000               planos  3543.000000  26.0000  26.0000\n",
       "1639  Default  1772.000000        beneficiarios  1772.000000  25.0000  25.0000\n",
       "128   Default  1236.000000                plano  1236.000000  24.0000  24.0000\n",
       "171   Default  2711.000000          suplementar  2711.000000  23.0000  23.0000\n",
       "382   Default   561.000000             reajuste   561.000000  22.0000  22.0000\n",
       "632   Default   911.000000            qualidade   911.000000  21.0000  21.0000\n",
       "8     Default  2039.000000              agencia  2039.000000  20.0000  20.0000\n",
       "43    Default  1073.000000           consumidor  1073.000000  19.0000  19.0000\n",
       "170   Default  1370.000000                setor  1370.000000  18.0000  18.0000\n",
       "161   Default   444.000000                  rol   444.000000  17.0000  17.0000\n",
       "100   Default   878.000000          informacoes   878.000000  16.0000  16.0000\n",
       "491   Default   544.000000        procedimentos   544.000000  15.0000  15.0000\n",
       "137   Default   752.000000          prestadores   752.000000  14.0000  14.0000\n",
       "154   Default   451.000000          reclamacoes   451.000000  13.0000  13.0000\n",
       "169   Default  1038.000000             servicos  1038.000000  12.0000  12.0000\n",
       "1763  Default   454.000000             promocao   454.000000  11.0000  11.0000\n",
       "115   Default  1627.000000             nacional  1627.000000  10.0000  10.0000\n",
       "1697  Default   605.000000               evento   605.000000   9.0000   9.0000\n",
       "232   Default   588.000000                  rio   588.000000   8.0000   8.0000\n",
       "533   Default   505.000000                dados   505.000000   7.0000   7.0000\n",
       "1285  Default   462.000000              reuniao   462.000000   6.0000   6.0000\n",
       "1934  Default   459.000000            prevencao   459.000000   5.0000   5.0000\n",
       "1211  Default   536.000000             encontro   536.000000   4.0000   4.0000\n",
       "284   Default   453.000000            contratos   453.000000   3.0000   3.0000\n",
       "611   Default   463.000000               indice   463.000000   2.0000   2.0000\n",
       "63    Default   723.000000                  dia   723.000000   1.0000   1.0000\n",
       "...       ...          ...                  ...          ...      ...      ...\n",
       "2869  Topic30   112.826949            sociedade   464.610019   1.5457  -5.0922\n",
       "159   Topic30   109.545106  resolucao_normativa   478.997634   1.4856  -5.1217\n",
       "233   Topic30    93.316204                   rn   401.733916   1.5012  -5.2821\n",
       "1457  Topic30    29.283591           incentivar    91.953353   1.8167  -6.4410\n",
       "498   Topic30    66.558529               regras   271.167111   1.5563  -5.6200\n",
       "229   Topic30    39.160323            publicada   135.703500   1.7182  -6.1504\n",
       "3400  Topic30    47.045891        contribuicoes   179.631947   1.6212  -5.9669\n",
       "239   Topic30    32.578884                 traz   109.126756   1.7521  -6.3344\n",
       "1555  Topic30    91.767347         participacao   477.535452   1.3116  -5.2988\n",
       "121   Topic30   381.930093           operadoras  3785.945696   0.6672  -3.8728\n",
       "210   Topic30    78.861970                forma   408.196014   1.3169  -5.4504\n",
       "750   Topic30    64.181827                risco   306.375279   1.3979  -5.6563\n",
       "353   Topic30    78.714820              mercado   471.092422   1.1718  -5.4522\n",
       "348   Topic30    69.147804                maior   409.595969   1.1821  -5.5818\n",
       "8     Topic30   147.013663              agencia  2039.822958   0.3309  -4.8275\n",
       "978   Topic30    77.274876            regulacao   623.004031   0.8738  -5.4707\n",
       "1639  Topic30   127.508568        beneficiarios  1772.431817   0.3291  -4.9699\n",
       "791   Topic30    65.114102                acoes   485.569323   0.9518  -5.6419\n",
       "172   Topic30    59.285726                 tema   405.225106   1.0389  -5.7357\n",
       "4962  Topic30    87.096874   detalhes_categoria  1015.715852   0.5047  -5.3510\n",
       "162   Topic30   207.262002                saude  9005.782993  -0.8106  -4.4841\n",
       "129   Topic30   135.559344               planos  3543.846803  -0.3026  -4.9086\n",
       "170   Topic30    92.676532                setor  1370.995765   0.2668  -5.2889\n",
       "2088  Topic30    83.400608            publicado  1056.553870   0.4219  -5.3944\n",
       "171   Topic30   103.183191          suplementar  2711.778306  -0.3079  -5.1816\n",
       "120   Topic30    79.673342            operadora  1496.341214   0.0282  -5.4401\n",
       "115   Topic30    73.089056             nacional  1627.140779  -0.1419  -5.5264\n",
       "2157  Topic30    59.291669         beneficiario   649.157703   0.5678  -5.7356\n",
       "1032  Topic30    58.402634             programa   665.581975   0.5277  -5.7507\n",
       "128   Topic30    60.990420                plano  1236.774868  -0.0486  -5.7073\n",
       "\n",
       "[1801 rows x 6 columns], token_table=      Topic      Freq      Term\n",
       "term                           \n",
       "1199      1  0.237073   abertas\n",
       "1199      2  0.033868   abertas\n",
       "1199      3  0.033868   abertas\n",
       "1199      4  0.033868   abertas\n",
       "1199      6  0.033868   abertas\n",
       "1199      7  0.033868   abertas\n",
       "1199     11  0.067735   abertas\n",
       "1199     12  0.067735   abertas\n",
       "1199     18  0.067735   abertas\n",
       "1199     20  0.033868   abertas\n",
       "1199     21  0.033868   abertas\n",
       "1199     22  0.033868   abertas\n",
       "1199     23  0.033868   abertas\n",
       "1199     25  0.033868   abertas\n",
       "1199     26  0.033868   abertas\n",
       "1199     27  0.033868   abertas\n",
       "1199     29  0.033868   abertas\n",
       "1199     30  0.033868   abertas\n",
       "1678      2  0.004457  abertura\n",
       "1678      3  0.004457  abertura\n",
       "1678      4  0.004457  abertura\n",
       "1678      6  0.004457  abertura\n",
       "1678      7  0.004457  abertura\n",
       "1678      9  0.062397  abertura\n",
       "1678     10  0.004457  abertura\n",
       "1678     12  0.004457  abertura\n",
       "1678     13  0.124794  abertura\n",
       "1678     20  0.004457  abertura\n",
       "1678     21  0.004457  abertura\n",
       "1678     22  0.089138  abertura\n",
       "...     ...       ...       ...\n",
       "6625      4  0.021958   youtube\n",
       "6625      6  0.021958   youtube\n",
       "6625      7  0.021958   youtube\n",
       "6625     12  0.021958   youtube\n",
       "6625     13  0.153707   youtube\n",
       "6625     17  0.021958   youtube\n",
       "6625     18  0.351330   youtube\n",
       "6625     20  0.021958   youtube\n",
       "6625     21  0.021958   youtube\n",
       "6625     22  0.021958   youtube\n",
       "6625     23  0.021958   youtube\n",
       "6625     25  0.021958   youtube\n",
       "6625     26  0.021958   youtube\n",
       "6625     27  0.021958   youtube\n",
       "6625     28  0.087832   youtube\n",
       "6625     29  0.021958   youtube\n",
       "6625     30  0.043916   youtube\n",
       "6988      4  0.023248      zika\n",
       "6988      7  0.023248      zika\n",
       "6988     12  0.023248      zika\n",
       "6988     16  0.023248      zika\n",
       "6988     20  0.023248      zika\n",
       "6988     21  0.604457      zika\n",
       "6988     22  0.023248      zika\n",
       "6988     23  0.023248      zika\n",
       "6988     25  0.023248      zika\n",
       "6988     26  0.023248      zika\n",
       "6988     27  0.023248      zika\n",
       "6988     29  0.046497      zika\n",
       "6988     30  0.023248      zika\n",
       "\n",
       "[20750 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=50):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('ans-option3-1-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('ans-option3-1-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>saude, suplementar, setor, operadoras, agencia, nacional, evento, planos, regulacao, dia, temas, encontro, informacoes, publicado, objetivo, detalhes_categoria, representantes, servicos, edicao, rio, dias, prestadores, participacao, agenda_regulatoria, novembro, produtos, endereco, qualificacao, atencao, janeiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>saude, planos, beneficiarios, suplementar, operadoras, edicao, dados, plano, informacoes, informacao, nacional, atendimento, detalhes_categoria, numero, setor, publicado, milhoes, relacao, publicacao, agencia, caderno, cartao, servicos, consulta, mercado, disponivel, assistencia_medica, ano, tipo, coletivos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>beneficiarios, operadora, saude, unimed, consumidores, plano, planos, portabilidade, carencias, carteira, operadoras, agencia, unimed_paulistana, caso, portabilidade_extraordinaria, nacional, prazo, dias, beneficiario, carencia, consumidor, periodo, detalhes_categoria, suplementar, direcao_fiscal, atendimento, resolucao_operacional, novo, publi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>plano, saude, operadora, beneficiario, planos, consumidor, contrato, atendimento, caso, resolucao_normativa, podera, rn, norma, cobertura, lei, dias, prazo, casos, contratacao, operadoras, informacoes, partir, solicitacao, servicos, regras, direito, empresa, tipo, acesso, acordo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>operadoras, saude, beneficiarios, suplementar, servicos, agencia, pagina, prazo, informacoes, plano, dados, assistencia, resolucao_normativa, sitio, partir, sistema, operadora, nacional, prestadores, taxa, detalhes_categoria, publicado, acesso, marco, fevereiro, envio, item, internet, acordo, mes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>parto, hospitais, projeto, saude, projeto_parto_adequado, parto_normal, modelo, atencao, hospital, brasil, iniciativa, resultados, pais, qualidade, fase, mudancas, trabalho, gestante, participantes, gestantes, unimed, cesarianas, cesareas, reducao, mulher, equipe, rede, partos_normais, medidas, medicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>qualidade, saude, prestadores, servicos, operadoras, programa, hospitais, qualificacao, suplementar, acreditacao, indicadores, remuneracao, avaliacao, criterios, profissionais, fator, nacional, prestador, qualiss, participacao, desenvolvimento_setorial, clinicas, informacoes, servico, detalhes_categoria, medicos, agencia, publicado, dia, forma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>operadora, saude, beneficiarios, agencia, carencias, plano, consumidor, portabilidade, planos, suplementar, caso, atendimento, mercado, registro, portabilidade_extraordinaria, resolucao_operacional, confira, portal, candidatos, fazer, poderao, diario_oficial, detalhes_categoria, publicado, www, periodo, portabilidade_especial, nova, disponiveis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>saude, suplementar, operadoras, agencia, diretor, nacional, mercado, setor, planos, ativos_garantidores, santos, paulo, fausto_pereira, gestao, trabalhadores, fiscalizacao, seminario, maior, banco, trabalho, centrais_sindicais, ministerio, central, funcionamento, diretor_presidente, dia, relacao, tecnico, normas_habilitacao, regulacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>saude, operadoras, edital, servicos, agencia, suplementar, nacional, contraste, beneficiarios, publicado, novos, ltda, contratos, interessadas, detalhes_categoria, convoca, editais, site, sus, link, repassa_milhoes, pagina, topo, foco, convocacao_praca, mapa, atencao_primaria_promocao, ir, mundial, pagina_inicial_dia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>atendimento, agencia, saude, dia, detalhes_categoria, publicado, nucleo, nacional, rio, suplementar, janeiro, consumidor, disque, paulo, horario, beneficiarios, central, portal, horas, data, planos, devido, brasilia, terca, informacoes, gov_br, novo, local, segunda, servicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>saude, nacional, planos, operadoras, consumidor, agencia, grupo, servicos, ouvidoria, suplementar, ouvidorias, reuniao, lei, produtos, representantes, publicado, regulamentacao, detalhes_categoria, defesa, trabalho, participacao, sociedade, camara_tecnica, prestadores, objetivo, instituicoes, processo, janeiro, consumidores, nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>saude, suplementar, operadoras, informacao, setor, tiss, encontro, representantes, evento, informacoes, reuniao, dia, troca, agencia, temas, prestadores, nacional, segundo, mercado, padronizacao, padrao, apresentacao, brasil, gestao, gerente_geral, apresentou, participantes, implantacao, riscos, publicado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>atendimento, consumidor, agencia, saude, detalhes_categoria, disque, publicado, nacional, nucleo, dia, central, suplementar, portal, nucleos, rio, janeiro, planos, beneficiarios, fiscalizacao, consumidores, publico, devido, reclamacoes, feito, sexta, pernambuco, canais, contato, sede, demandas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>saude, anos, agencia, rio, diretor, nacional, suplementar, janeiro, publicado, diretoria, ministerio, gestao, detalhes_categoria, cargo, presidente, diretor_presidente, tres, comissao, hoje, medico, publica, posse, estado, dois, republica, direito, uniao, aprovado, dia, senado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>beneficiarios, planos, saude, dados, setor, informacoes, suplementar, operadoras, numero, milhoes, numeros, situacao, assistencia_medica, relacao, agencia, aumento, detalhes_categoria, mil, exclusivamente_odontologicos, confira, sala, consulta, crescimento, total, publicado, disponiveis, cerca, nacional, informacao, periodo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>saude, informacoes, milhoes, procedimentos, operadoras, dados, informacao, suplementar, negativa, numero, processos, procedimento, mil, publicacao, nacional, relatorio, agencia, cobertura, assistencial, beneficiarios, publicado, planos, acordo, valor, meio, total, ano, sistema, cerca, atendimentos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>saude, reuniao, suplementar, nacional, agencia, operadoras, detalhes_categoria, publicado, endereco, dia, evento, encontro, javascript_ativado, email, sendo_protegido, spambots_voce_precisa, rio, ve_lo, mail, janeiro, inscricoes, produtos, realiza, estrutura, partir, cartao, comite, vivo, interessados, partograma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>saude, operadoras, planos, reclamacoes, consumidores, grupo, ir, indice, agencia, suplementar, usuarios, portal, atendimento, ltda, disque, decisao, operadora, www, nacional, beneficiarios, lugar, rio, janeiro, outubro, sede, idss, novembro, imprensa, anstels, menos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>saude, rol, procedimentos, planos, consulta_publica, procedimentos_eventos, revisao, suplementar, agencia, cobertura, consumidor, tratamento, resolucao_normativa, sociedade, proposta, inclusao, partir, operadoras, beneficiarios, novos, representantes, contribuicoes, cancer, participacao, nacional, nova, grupo_tecnico, vigor, janeiro, novo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>saude, paciente, ministerio, tratamento, casos, cancer, pacientes, doenca, vida, profissionais, exames, obesidade, uso, populacao, cuidado, pessoas, pais, risco, medico, brasil, planos, nacional, prevencao, campanha, acoes, diretrizes, doencas, dengue, controle, combate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>saude, suplementar, agencia, defesa, informacoes, setor, acoes, consumidor, acordo, fiscalizacao, planos, nacional, programa, parceria, orgaos, cooperacao_tecnica, sistema, regulacao, diretora, publico, parceiros, experiencias, diretor, beneficiarios, qualidade, procon, evento, ministerio, processo, assistencia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>saude, promocao, prevencao, programas, suplementar, operadoras, atencao, cuidado, riscos_doencas, qualidade, doencas, acoes, assistencial, planos, agencia, setor, modelo, vida, dia, brasil, resultados, doencas_cronicas, nacional, assistencia, detalhes_categoria, mudanca, janeiro, objetivo, experiencias, publicado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>plano, operadora, planos, beneficiarios, saude, portabilidade, carencias, beneficiario, portabilidade_especial, guia, dias, consumidor, periodo, agencia, caso, prazo, novo, operadoras, adesao, destino, luis, origem, detalhes_categoria, pagamento, suplementar, carencia, publicado, fazer, nova, consulta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>reajuste, planos, contratos, indice, saude, contrato, operadoras, beneficiarios, coletivos, reajustes, percentual, aplicado, maio, rn, aniversario, partir, operadora, consumidores, caso, lei, variacao, calculo, antigos, agencia, maximo, janeiro, individuais, contratados, data, compromisso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>operadoras, planos, atendimento, saude, monitoramento, reclamacoes, operadora, assistencial, garantia, beneficiarios, programa, consumidores, comercializacao, ciclo, suspensao, produtos, consumidor, agencia, suspensos, mil, cobertura, medida, assistencia, plano, assistenciais, comercializacao_suspensa, canais, numero, risco, sendo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26.0</td>\n",
       "      <td>saude, operadoras, sus, ressarcimento, beneficiarios, planos, programa, qualificacao, dados, idss, indicadores, suplementar, ano, desempenho, informacoes, rede, beneficiario, indice, agencia, integracao, processo, milhoes, nacional, resultados, operadora, valores, partir, base, qualidade, procedimentos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27.0</td>\n",
       "      <td>saude, operadoras, pesquisa, dados, agencia, informacoes, suplementar, servicos, produtos, nacional, acesso, portal, versao, tiss, prestadores, planos, sistemas, publicado, aplicativo, detalhes_categoria, operadora, sistema, area, nova, partir, pagina, rede, novo, disponivel, forma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28.0</td>\n",
       "      <td>saude, suplementar, setor, encontro, agencia, evento, nacional, operadoras, representantes, rio, regulacao, janeiro, diretor, produtos, diretor_presidente, reuniao, debate, planos, diretora, normas_habilitacao, destacou, apresentou, gerente, mesa, gerente_geral, dia, tema, santos, prestadores, seminario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29.0</td>\n",
       "      <td>operadoras, saude, agencia, planos, beneficiarios, fiscalizacao, sociedade, resolucao_normativa, proposta, suplementar, consulta_publica, rn, setor, participacao, detalhes_categoria, publicado, norma, operadora, forma, mercado, regulacao, nacional, maior, regras, acoes, risco, plano, beneficiario, tema, programa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      0.0   \n",
       "1      1.0   \n",
       "2      2.0   \n",
       "3      3.0   \n",
       "4      4.0   \n",
       "5      5.0   \n",
       "6      6.0   \n",
       "7      7.0   \n",
       "8      8.0   \n",
       "9      9.0   \n",
       "10    10.0   \n",
       "11    11.0   \n",
       "12    12.0   \n",
       "13    13.0   \n",
       "14    14.0   \n",
       "15    15.0   \n",
       "16    16.0   \n",
       "17    17.0   \n",
       "18    18.0   \n",
       "19    19.0   \n",
       "20    20.0   \n",
       "21    21.0   \n",
       "22    22.0   \n",
       "23    23.0   \n",
       "24    24.0   \n",
       "25    25.0   \n",
       "26    26.0   \n",
       "27    27.0   \n",
       "28    28.0   \n",
       "29    29.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                         Keywords  \n",
       "0                                       saude, suplementar, setor, operadoras, agencia, nacional, evento, planos, regulacao, dia, temas, encontro, informacoes, publicado, objetivo, detalhes_categoria, representantes, servicos, edicao, rio, dias, prestadores, participacao, agenda_regulatoria, novembro, produtos, endereco, qualificacao, atencao, janeiro  \n",
       "1                                            saude, planos, beneficiarios, suplementar, operadoras, edicao, dados, plano, informacoes, informacao, nacional, atendimento, detalhes_categoria, numero, setor, publicado, milhoes, relacao, publicacao, agencia, caderno, cartao, servicos, consulta, mercado, disponivel, assistencia_medica, ano, tipo, coletivos  \n",
       "2   beneficiarios, operadora, saude, unimed, consumidores, plano, planos, portabilidade, carencias, carteira, operadoras, agencia, unimed_paulistana, caso, portabilidade_extraordinaria, nacional, prazo, dias, beneficiario, carencia, consumidor, periodo, detalhes_categoria, suplementar, direcao_fiscal, atendimento, resolucao_operacional, novo, publi...  \n",
       "3                                                                         plano, saude, operadora, beneficiario, planos, consumidor, contrato, atendimento, caso, resolucao_normativa, podera, rn, norma, cobertura, lei, dias, prazo, casos, contratacao, operadoras, informacoes, partir, solicitacao, servicos, regras, direito, empresa, tipo, acesso, acordo  \n",
       "4                                                       operadoras, saude, beneficiarios, suplementar, servicos, agencia, pagina, prazo, informacoes, plano, dados, assistencia, resolucao_normativa, sitio, partir, sistema, operadora, nacional, prestadores, taxa, detalhes_categoria, publicado, acesso, marco, fevereiro, envio, item, internet, acordo, mes  \n",
       "5                                                 parto, hospitais, projeto, saude, projeto_parto_adequado, parto_normal, modelo, atencao, hospital, brasil, iniciativa, resultados, pais, qualidade, fase, mudancas, trabalho, gestante, participantes, gestantes, unimed, cesarianas, cesareas, reducao, mulher, equipe, rede, partos_normais, medidas, medicos  \n",
       "6       qualidade, saude, prestadores, servicos, operadoras, programa, hospitais, qualificacao, suplementar, acreditacao, indicadores, remuneracao, avaliacao, criterios, profissionais, fator, nacional, prestador, qualiss, participacao, desenvolvimento_setorial, clinicas, informacoes, servico, detalhes_categoria, medicos, agencia, publicado, dia, forma  \n",
       "7   operadora, saude, beneficiarios, agencia, carencias, plano, consumidor, portabilidade, planos, suplementar, caso, atendimento, mercado, registro, portabilidade_extraordinaria, resolucao_operacional, confira, portal, candidatos, fazer, poderao, diario_oficial, detalhes_categoria, publicado, www, periodo, portabilidade_especial, nova, disponiveis...  \n",
       "8                saude, suplementar, operadoras, agencia, diretor, nacional, mercado, setor, planos, ativos_garantidores, santos, paulo, fausto_pereira, gestao, trabalhadores, fiscalizacao, seminario, maior, banco, trabalho, centrais_sindicais, ministerio, central, funcionamento, diretor_presidente, dia, relacao, tecnico, normas_habilitacao, regulacao  \n",
       "9                                  saude, operadoras, edital, servicos, agencia, suplementar, nacional, contraste, beneficiarios, publicado, novos, ltda, contratos, interessadas, detalhes_categoria, convoca, editais, site, sus, link, repassa_milhoes, pagina, topo, foco, convocacao_praca, mapa, atencao_primaria_promocao, ir, mundial, pagina_inicial_dia  \n",
       "10                                                                            atendimento, agencia, saude, dia, detalhes_categoria, publicado, nucleo, nacional, rio, suplementar, janeiro, consumidor, disque, paulo, horario, beneficiarios, central, portal, horas, data, planos, devido, brasilia, terca, informacoes, gov_br, novo, local, segunda, servicos  \n",
       "11                    saude, nacional, planos, operadoras, consumidor, agencia, grupo, servicos, ouvidoria, suplementar, ouvidorias, reuniao, lei, produtos, representantes, publicado, regulamentacao, detalhes_categoria, defesa, trabalho, participacao, sociedade, camara_tecnica, prestadores, objetivo, instituicoes, processo, janeiro, consumidores, nova  \n",
       "12                                             saude, suplementar, operadoras, informacao, setor, tiss, encontro, representantes, evento, informacoes, reuniao, dia, troca, agencia, temas, prestadores, nacional, segundo, mercado, padronizacao, padrao, apresentacao, brasil, gestao, gerente_geral, apresentou, participantes, implantacao, riscos, publicado  \n",
       "13                                                         atendimento, consumidor, agencia, saude, detalhes_categoria, disque, publicado, nacional, nucleo, dia, central, suplementar, portal, nucleos, rio, janeiro, planos, beneficiarios, fiscalizacao, consumidores, publico, devido, reclamacoes, feito, sexta, pernambuco, canais, contato, sede, demandas  \n",
       "14                                                                          saude, anos, agencia, rio, diretor, nacional, suplementar, janeiro, publicado, diretoria, ministerio, gestao, detalhes_categoria, cargo, presidente, diretor_presidente, tres, comissao, hoje, medico, publica, posse, estado, dois, republica, direito, uniao, aprovado, dia, senado  \n",
       "15                          beneficiarios, planos, saude, dados, setor, informacoes, suplementar, operadoras, numero, milhoes, numeros, situacao, assistencia_medica, relacao, agencia, aumento, detalhes_categoria, mil, exclusivamente_odontologicos, confira, sala, consulta, crescimento, total, publicado, disponiveis, cerca, nacional, informacao, periodo  \n",
       "16                                                     saude, informacoes, milhoes, procedimentos, operadoras, dados, informacao, suplementar, negativa, numero, processos, procedimento, mil, publicacao, nacional, relatorio, agencia, cobertura, assistencial, beneficiarios, publicado, planos, acordo, valor, meio, total, ano, sistema, cerca, atendimentos  \n",
       "17                                     saude, reuniao, suplementar, nacional, agencia, operadoras, detalhes_categoria, publicado, endereco, dia, evento, encontro, javascript_ativado, email, sendo_protegido, spambots_voce_precisa, rio, ve_lo, mail, janeiro, inscricoes, produtos, realiza, estrutura, partir, cartao, comite, vivo, interessados, partograma  \n",
       "18                                                                                     saude, operadoras, planos, reclamacoes, consumidores, grupo, ir, indice, agencia, suplementar, usuarios, portal, atendimento, ltda, disque, decisao, operadora, www, nacional, beneficiarios, lugar, rio, janeiro, outubro, sede, idss, novembro, imprensa, anstels, menos  \n",
       "19           saude, rol, procedimentos, planos, consulta_publica, procedimentos_eventos, revisao, suplementar, agencia, cobertura, consumidor, tratamento, resolucao_normativa, sociedade, proposta, inclusao, partir, operadoras, beneficiarios, novos, representantes, contribuicoes, cancer, participacao, nacional, nova, grupo_tecnico, vigor, janeiro, novo  \n",
       "20                                                                                 saude, paciente, ministerio, tratamento, casos, cancer, pacientes, doenca, vida, profissionais, exames, obesidade, uso, populacao, cuidado, pessoas, pais, risco, medico, brasil, planos, nacional, prevencao, campanha, acoes, diretrizes, doencas, dengue, controle, combate  \n",
       "21                                       saude, suplementar, agencia, defesa, informacoes, setor, acoes, consumidor, acordo, fiscalizacao, planos, nacional, programa, parceria, orgaos, cooperacao_tecnica, sistema, regulacao, diretora, publico, parceiros, experiencias, diretor, beneficiarios, qualidade, procon, evento, ministerio, processo, assistencia  \n",
       "22                                     saude, promocao, prevencao, programas, suplementar, operadoras, atencao, cuidado, riscos_doencas, qualidade, doencas, acoes, assistencial, planos, agencia, setor, modelo, vida, dia, brasil, resultados, doencas_cronicas, nacional, assistencia, detalhes_categoria, mudanca, janeiro, objetivo, experiencias, publicado  \n",
       "23                                                 plano, operadora, planos, beneficiarios, saude, portabilidade, carencias, beneficiario, portabilidade_especial, guia, dias, consumidor, periodo, agencia, caso, prazo, novo, operadoras, adesao, destino, luis, origem, detalhes_categoria, pagamento, suplementar, carencia, publicado, fazer, nova, consulta  \n",
       "24                                                              reajuste, planos, contratos, indice, saude, contrato, operadoras, beneficiarios, coletivos, reajustes, percentual, aplicado, maio, rn, aniversario, partir, operadora, consumidores, caso, lei, variacao, calculo, antigos, agencia, maximo, janeiro, individuais, contratados, data, compromisso  \n",
       "25                   operadoras, planos, atendimento, saude, monitoramento, reclamacoes, operadora, assistencial, garantia, beneficiarios, programa, consumidores, comercializacao, ciclo, suspensao, produtos, consumidor, agencia, suspensos, mil, cobertura, medida, assistencia, plano, assistenciais, comercializacao_suspensa, canais, numero, risco, sendo  \n",
       "26                                                saude, operadoras, sus, ressarcimento, beneficiarios, planos, programa, qualificacao, dados, idss, indicadores, suplementar, ano, desempenho, informacoes, rede, beneficiario, indice, agencia, integracao, processo, milhoes, nacional, resultados, operadora, valores, partir, base, qualidade, procedimentos  \n",
       "27                                                                     saude, operadoras, pesquisa, dados, agencia, informacoes, suplementar, servicos, produtos, nacional, acesso, portal, versao, tiss, prestadores, planos, sistemas, publicado, aplicativo, detalhes_categoria, operadora, sistema, area, nova, partir, pagina, rede, novo, disponivel, forma  \n",
       "28                                               saude, suplementar, setor, encontro, agencia, evento, nacional, operadoras, representantes, rio, regulacao, janeiro, diretor, produtos, diretor_presidente, reuniao, debate, planos, diretora, normas_habilitacao, destacou, apresentou, gerente, mesa, gerente_geral, dia, tema, santos, prestadores, seminario  \n",
       "29                                      operadoras, saude, agencia, planos, beneficiarios, fiscalizacao, sociedade, resolucao_normativa, proposta, suplementar, consulta_publica, rn, setor, participacao, detalhes_categoria, publicado, norma, operadora, forma, mercado, regulacao, nacional, maior, regras, acoes, risco, plano, beneficiario, tema, programa  "
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('ans-option3-1-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num), topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notícia mais representativa para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9842</td>\n",
       "      <td>Último dia de inscrições para o II Seminário de Atenção à Saúde</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9984</td>\n",
       "      <td>Caderno de Informação da Saúde Suplementar Já está disponível a versão eletrônica do Caderno de Informação da Saúde Suplementar, edição março de 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9994</td>\n",
       "      <td>Beneficiários da Ulbra Saúde têm direito à portabilidade especial Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 08/12/2010 Praz...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9287</td>\n",
       "      <td>Começam a valer as novas regras para pedido de cancelamento de plano de saúde Detalhes Categoria: Consumidor Publicado em: 10/05/2017 Começam a va...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9993</td>\n",
       "      <td>Recolhimento TPS Detalhes Categoria: Sobre a ANS Publicado em: 29/02/2008 Operadoras devem informar total de beneficiários para emissão da GRU A p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.7304</td>\n",
       "      <td>Campanha alerta para os riscos do parto agendado Detalhes Categoria: Consumidor Publicado em: 19/12/2017 A Agência Nacional de Saúde Suplementar (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9443</td>\n",
       "      <td>Fator de Qualidade: Prestadores já podem preencher formulários Detalhes Categoria: Qualidade da Saúde Publicado em: 08/01/2018 Os prestadores de s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9993</td>\n",
       "      <td>Portabilidade extraordinária para beneficiários da Associação Vasco da Gama Detalhes Categoria: Sobre a ANS Publicado em: 30/11/2017 A Agência Nac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9990</td>\n",
       "      <td>ANS promove encontro com a Força Sindical em São Paulo A Agência Nacional de Saúde Suplementar (ANS) promove no dias 27 e 28 de novembro, em São P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9984</td>\n",
       "      <td>Editais de convocação à praça Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 20/04/2011 A ANS convoca as operadoras interessadas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9981</td>\n",
       "      <td>Funcionamento do Núcleo ANS em Belo Horizonte nesta terça-feira (08/07) Detalhes Categoria: Sobre a ANS Publicado em: 07/07/2014 Os consumidores p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.9498</td>\n",
       "      <td>TCU aprova contas anuais da ANS relativas a 2014 Detalhes Categoria: Sobre a ANS Publicado em: 10/02/2017 A Agência Nacional de Saúde Suplementar ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.7354</td>\n",
       "      <td>Tiss é indicado a prêmio de tecnologia da informação O Programa de Padronização da Troca de Informação em Saúde Suplementar (TISS), implementado p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.9982</td>\n",
       "      <td>Núcleo Pará da ANS terá atividades suspensas por três dias Detalhes Categoria: Sobre a ANS Publicado em: 05/12/2016 O Núcleo Pará da Agência Nacio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9989</td>\n",
       "      <td>Senado aprova nomes de Alfredo Cardoso e Hésio Cordeiro Por volta das 16h desta terça-feira, 16 de outubro, foram aprovadas no Senado Federal, em ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.9995</td>\n",
       "      <td>ANS disponibiliza números do setor referentes a março Detalhes Categoria: Números do Setor Publicado em: 01/05/2018 Dados mostram crescimento de ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.6933</td>\n",
       "      <td>CGU aprova prestação de contas da ANS Detalhes Categoria: Sobre a ANS Publicado em: 17/01/2011 Relatório referente ao exercício de 2009 está dispo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>0.9992</td>\n",
       "      <td>Reuniões do Comitê de Regulação da Estrutura de Produtos Detalhes Categoria: Sobre a ANS Publicado em: 15/05/2017 A Agência Nacional de Saúde Supl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>Índice de Reclamações de Junho já está no portal da ANS A ANS - Agência Nacional de Saúde Suplementar divulgou hoje, no portal http://www.ans.gov....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9997</td>\n",
       "      <td>ANS abre Consulta Pública para revisão do Rol de Procedimentos e Eventos em Saúde Detalhes Categoria: Participação da Sociedade Publicado em: 28/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.8620</td>\n",
       "      <td>ANS reforça campanha contra mosquito transmissor da dengue e zika Detalhes Categoria: Consumidor Publicado em: 16/12/2015 Com o intuito de dissemi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.9423</td>\n",
       "      <td>Parceiros da Cidadania firma terceiro acordo de cooperação técnica na Bahia Detalhes Categoria: Consumidor Publicado em: 19/06/2018 A Agência Nac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.7997</td>\n",
       "      <td>III Seminário Nacional de Promoção à Saúde e Prevenção de Doenças no setor de Saúde Suplementar apresenta experiências bem-sucedidas A apresentaçã...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.9996</td>\n",
       "      <td>ANS determina novo prazo para portabilidade especial dos beneficiários da Unimed Brasília Detalhes Categoria: Consumidor Publicado em: 24/06/2013 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9618</td>\n",
       "      <td>ANS divulga reajuste dos planos de saúde Detalhes Categoria: Sobre a ANS Publicado em: 08/07/2011 Índice máximo autorizado para planos individuais...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9984</td>\n",
       "      <td>Suspensão de comercialização de planos começa nesta quinta-feira, 19/11 Detalhes Categoria: Consumidor Publicado em: 18/11/2015 A suspensão da com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.8401</td>\n",
       "      <td>Operadoras de planos de saúde quadruplicam ressarcimento ao SUS Detalhes Categoria: Sobre a ANS Publicado em: 30/05/2014 Resultado foi obtido pela...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27.0</td>\n",
       "      <td>0.8509</td>\n",
       "      <td>Novo formato para envio do RPS Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 10/06/2013 Atualização da rede de prestadores será...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.8696</td>\n",
       "      <td>ANS debate conjuntura econômica mundial com o setor Detalhes Categoria: Sobre a ANS Publicado em: 29/06/2009 Debate será realizado em 30 de junho,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.9989</td>\n",
       "      <td>ANS detalha critérios de seleção de operadoras para o 6º Ciclo da Intervenção Fiscalizatória Detalhes Categoria: Operadoras e Serviços de Saúde P...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic_Num  Topic_Perc_Contrib  \\\n",
       "0         0.0              0.9842   \n",
       "1         1.0              0.9984   \n",
       "2         2.0              0.9994   \n",
       "3         3.0              0.9287   \n",
       "4         4.0              0.9993   \n",
       "5         5.0              0.7304   \n",
       "6         6.0              0.9443   \n",
       "7         7.0              0.9993   \n",
       "8         8.0              0.9990   \n",
       "9         9.0              0.9984   \n",
       "10       10.0              0.9981   \n",
       "11       11.0              0.9498   \n",
       "12       12.0              0.7354   \n",
       "13       13.0              0.9982   \n",
       "14       14.0              0.9989   \n",
       "15       15.0              0.9995   \n",
       "16       16.0              0.6933   \n",
       "17       17.0              0.9992   \n",
       "18       18.0              0.9996   \n",
       "19       19.0              0.9997   \n",
       "20       20.0              0.8620   \n",
       "21       21.0              0.9423   \n",
       "22       22.0              0.7997   \n",
       "23       23.0              0.9996   \n",
       "24       24.0              0.9618   \n",
       "25       25.0              0.9984   \n",
       "26       26.0              0.8401   \n",
       "27       27.0              0.8509   \n",
       "28       28.0              0.8696   \n",
       "29       29.0              0.9989   \n",
       "\n",
       "                                                                                                                                                     Text  \n",
       "0                                                                                         Último dia de inscrições para o II Seminário de Atenção à Saúde  \n",
       "1   Caderno de Informação da Saúde Suplementar Já está disponível a versão eletrônica do Caderno de Informação da Saúde Suplementar, edição março de 2...  \n",
       "2   Beneficiários da Ulbra Saúde têm direito à portabilidade especial Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 08/12/2010 Praz...  \n",
       "3   Começam a valer as novas regras para pedido de cancelamento de plano de saúde Detalhes Categoria: Consumidor Publicado em: 10/05/2017 Começam a va...  \n",
       "4   Recolhimento TPS Detalhes Categoria: Sobre a ANS Publicado em: 29/02/2008 Operadoras devem informar total de beneficiários para emissão da GRU A p...  \n",
       "5   Campanha alerta para os riscos do parto agendado Detalhes Categoria: Consumidor Publicado em: 19/12/2017 A Agência Nacional de Saúde Suplementar (...  \n",
       "6   Fator de Qualidade: Prestadores já podem preencher formulários Detalhes Categoria: Qualidade da Saúde Publicado em: 08/01/2018 Os prestadores de s...  \n",
       "7   Portabilidade extraordinária para beneficiários da Associação Vasco da Gama Detalhes Categoria: Sobre a ANS Publicado em: 30/11/2017 A Agência Nac...  \n",
       "8   ANS promove encontro com a Força Sindical em São Paulo A Agência Nacional de Saúde Suplementar (ANS) promove no dias 27 e 28 de novembro, em São P...  \n",
       "9   Editais de convocação à praça Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 20/04/2011 A ANS convoca as operadoras interessadas...  \n",
       "10  Funcionamento do Núcleo ANS em Belo Horizonte nesta terça-feira (08/07) Detalhes Categoria: Sobre a ANS Publicado em: 07/07/2014 Os consumidores p...  \n",
       "11  TCU aprova contas anuais da ANS relativas a 2014 Detalhes Categoria: Sobre a ANS Publicado em: 10/02/2017 A Agência Nacional de Saúde Suplementar ...  \n",
       "12  Tiss é indicado a prêmio de tecnologia da informação O Programa de Padronização da Troca de Informação em Saúde Suplementar (TISS), implementado p...  \n",
       "13  Núcleo Pará da ANS terá atividades suspensas por três dias Detalhes Categoria: Sobre a ANS Publicado em: 05/12/2016 O Núcleo Pará da Agência Nacio...  \n",
       "14  Senado aprova nomes de Alfredo Cardoso e Hésio Cordeiro Por volta das 16h desta terça-feira, 16 de outubro, foram aprovadas no Senado Federal, em ...  \n",
       "15   ANS disponibiliza números do setor referentes a março Detalhes Categoria: Números do Setor Publicado em: 01/05/2018 Dados mostram crescimento de ...  \n",
       "16  CGU aprova prestação de contas da ANS Detalhes Categoria: Sobre a ANS Publicado em: 17/01/2011 Relatório referente ao exercício de 2009 está dispo...  \n",
       "17  Reuniões do Comitê de Regulação da Estrutura de Produtos Detalhes Categoria: Sobre a ANS Publicado em: 15/05/2017 A Agência Nacional de Saúde Supl...  \n",
       "18  Índice de Reclamações de Junho já está no portal da ANS A ANS - Agência Nacional de Saúde Suplementar divulgou hoje, no portal http://www.ans.gov....  \n",
       "19  ANS abre Consulta Pública para revisão do Rol de Procedimentos e Eventos em Saúde Detalhes Categoria: Participação da Sociedade Publicado em: 28/0...  \n",
       "20  ANS reforça campanha contra mosquito transmissor da dengue e zika Detalhes Categoria: Consumidor Publicado em: 16/12/2015 Com o intuito de dissemi...  \n",
       "21   Parceiros da Cidadania firma terceiro acordo de cooperação técnica na Bahia Detalhes Categoria: Consumidor Publicado em: 19/06/2018 A Agência Nac...  \n",
       "22  III Seminário Nacional de Promoção à Saúde e Prevenção de Doenças no setor de Saúde Suplementar apresenta experiências bem-sucedidas A apresentaçã...  \n",
       "23  ANS determina novo prazo para portabilidade especial dos beneficiários da Unimed Brasília Detalhes Categoria: Consumidor Publicado em: 24/06/2013 ...  \n",
       "24  ANS divulga reajuste dos planos de saúde Detalhes Categoria: Sobre a ANS Publicado em: 08/07/2011 Índice máximo autorizado para planos individuais...  \n",
       "25  Suspensão de comercialização de planos começa nesta quinta-feira, 19/11 Detalhes Categoria: Consumidor Publicado em: 18/11/2015 A suspensão da com...  \n",
       "26  Operadoras de planos de saúde quadruplicam ressarcimento ao SUS Detalhes Categoria: Sobre a ANS Publicado em: 30/05/2014 Resultado foi obtido pela...  \n",
       "27  Novo formato para envio do RPS Detalhes Categoria: Operadoras e Serviços de Saúde Publicado em: 10/06/2013 Atualização da rede de prestadores será...  \n",
       "28  ANS debate conjuntura econômica mundial com o setor Detalhes Categoria: Sobre a ANS Publicado em: 29/06/2009 Debate será realizado em 30 de junho,...  \n",
       "29   ANS detalha critérios de seleção de operadoras para o 6º Ciclo da Intervenção Fiscalizatória Detalhes Categoria: Operadoras e Serviços de Saúde P...  "
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(ldamodel, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 150\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2003_init = 0\n",
    "index_2004_init = 12\n",
    "index_2005_init = 55\n",
    "index_2006_init = 75\n",
    "index_2007_init = 134\n",
    "index_2008_init = 285\n",
    "index_2009_init = 426\n",
    "index_2010_init = 584\n",
    "index_2011_init = 714\n",
    "index_2012_init = 911\n",
    "index_2013_init = 1100\n",
    "index_2014_init = 1284\n",
    "index_2015_init = 1423\n",
    "index_2016_init = 1584\n",
    "index_2017_init = 1823\n",
    "index_2018_init = 2152\n",
    "index_2018_end = 2243\n",
    "\n",
    "\n",
    "indexes = [0, 12, 55, 75, 134, 285, 426, 584, 714, 911, 1100, 1284, 1423, 1584, 1823, 2152, 2243]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2699fcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2699f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a269d9048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2bb91400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26d96128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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acR8t1Yrapo3ork5Aef/2rVb8CrgmMz8FfAI4m7Jj/gMNb0fPmUXR2asb7ZcAHwTeBfwZ8MjBDl8LWVcCX4iIdTLzo8ANlL0fjalZbwHOzszPRMTDKEf3HkXZA3JmROzSQM4xwD9GGZ53G+VI2OcoRyz/Dvh4RGzSRKe5tul8yvJ6YUTsC3wEOBl4M6UTsXzSnJp1LGVD4ABgn/qmXgUsA1bUrGc0kHMM5YjXqzLz87UQTu0tpcniWLM+AjwCeG1E7Af8BWUP42mU8wYe32DWVcBewNMAMvPrwNcpR/oeX5/XWJ2pG/ZLKHv5TpyanplnU4Y1nRsNnRdRP0g+DXw1Mz9LOSpwGnBi3RBv5GT4zPw95WjvFyMi6g6hz1DPU6g5jeyQyszfAW+pOzY2o+yIegdlnbkXuLxu5E1saJ5XAIdn5pGUDcavAjs2kZNlaNS7gNWUnWxfoayDHwL+DXhn3UieWDwwxPvrlDp7CnB5Zj6vzsNHo57DMmlWZv6GshPv2pr7c8rGzso6L428r2rtuZuyQ+hCSk28APivlDr/qajDtBrK+g1wQkS8qLbreMpOoo8DLxh4XhOmasWzpyY0XSsG6sRXWq4TWd+/qyi1Yp22akXN+i2lVnwmIjan3Vox9XqvpL06kbXWvpuy7XIWLdaKAV+jHKE6hYZrRW3Tr3mgTqxPS3ViwK8oteIiWqwV1T3AH0fE6S3XinuB/SPilMy8r36mvJbymXJag/Vo7szF4cQufyiHt78FPG5o+k6UHvyF9f4+wM4NZN0C/NEaHruGB4YN7MmEh4cH2rX/wLR9gJfW24+mjKmeaBhkzbl5qk3AJsAl9fZTKHv7Pgts3NBr9W1g73r/EuC3lEIGsDdlSOIRDWXdDOxX719BOVp5dr2/KfAyytGxJpffegOPfQl4zaRtWcP6N9WmiylHSC+o9x9O6TA/r8Gsx1E2pi6p69uq+ns/ygdqI0NVh9+b9f/fAZwyMG0PYFXTWUOPHVPX92OAlwBvY8yhJGvJORT4Qr19MvDfmWDo1GDW4PwCuw/cfkR9HScalj2UNTW057HAqcB2wPeAbwBva3id2IZy1OH0gWkrapsmGu6zhqxdKUcHPk+t63X6lTO9ruMuv4H7BwM/YujzrKE27UzZKL1wcF2rtXGrhrMOpGxkX0bZcFsCPAN4fQPtOgB4IXBwvb9PG7ViMIehYZtN1ok1ZK0/9FjTtWIwa6OB6Y3WioGcJwCb1mn7NV0nhrKmtsG2BF7TUq34Q7vq/V1qrfhCk7Vi6HXaZOixxurENMtvpxZrxXDW/m3UirrevRw4ut4/kDLE+8R6P4ATgDc1sQzn+mfOZ6DVxsGTKXtrPgjsOjB96vyznSh7dK4HbgK2ayhr5cD0pfX3xygdsGcA1wJbNpT1yBme91bKUNJGcyhjwi+inJP4olo0/5qhDZMJsgY/VJ409LwLgT9pcL3YvU7bjnKBlm9PFS/Kofy31Tf9rD88Z1h+UxvAx9TluFmL6/pzqJ3zev884A319lgbBENZj6jTdgTOoOzRnmrfpcCjGmjbfzjXtk4/kDKk8z/V1+8UytCLzSZo27Tn9Q6sF3sD/0o5yv3opnPq7T0oH25PpdSn3Zpcfmt6r1L2lH5qkvVxhtdq57q87uSB81c+zpg1d4acjYENhtr0SerGZMNZu9f17RxKZ/a5lB07Wzf8Wq0z9JxXUDZKG20Tpc5tSDlyc2qddjLlyMTYOydnWH5b1Lypz+OXUI4crTfB+3fwXPnV1A4eZcOusVrB9Ofkr9tknVhbVv3dZK1YY9YanjdRrZihTbs0WSemWSdeUKdvRvO1Yrr1by8arBUzLL/BHXkT14m1LL9NaL5WDGdN/e9lNFgrePB1Lr4NPKNOP5ayk+G0ev+0uv5tPE7OfPqZ8xlorWHlRMtv1xXwTMr5Uk8YeHyqIJ9FKch7NZT18uGs+py/oAx5+zyTFf5R2/U8ykVAHtFgziH1sRMoHyrH1fs7McHenGmyDl1Dm06mDH8cq03TZJ1HvZgI5byL91OOwp5F2QEw1gfn2l6n+pyH1edMdHL9Gta/83hgr9jmwNspHa8XA99khh0EY2SdDxy0htfqhZQjz9tP2LYDgA8AL6V0xlcNPf4Yynkel1E+aCZ5H0+bxYM7YocBvwD2aCsH2JpyLs514+bMImspZSP4awzsaGnhtTqRMkRr6v64R0RnatPgxs6fUvYIt9mm3YA/pxwxvwbYs63XauC9dSxlI26s0RQjtOlA4GeUvfQ3trj+LRlo2wsoQ78nyTqMcjTtkHr/eMqG4/b1fiO1Ypqc7zC04T5pnRg1q8FaMUrWxLVihpypi+Y0UifWsk5sM/S8JmrF2ta/RmrF2l4nGqoTa8napt5vslZMt/y2HXjOxLWC0tG7Djis3j+TsmN/Zb2/N2XU1WWUbZ2xa/p8+pnzGWitYWV42UH19q6Uo1FvYOAqgZQ9s9cyQedrmqxz15B1CWXv5sqGsx7ULmADytHDWyZ8462pTW+k7JVaQr0SZxevFWWP87H1jTd2MZ4h641Dr9WJlHPQdm0450HrRH3sOCbYEzvi8nss5dzOt02yTqwl6+CB5xxC2dEwadbRlHM3T6TsWXsY9QT3oectrevkJEfLR80K4EmM2WGeRc6WlD3BYx8ZnUXWQyg7AybZ0FlrFg/uiI3b0Ru1TZtSRgG02qbBtgCbt5018Pyx9p7Pok071Pf32DtrZpG1AWXo3iQ7oY4GbqWMNFl34DX5CLBi4HkbUo4GjFUr1pKzy+A6MUmdmGXWMsq5Z5PWilGytpikVoyaM7gcO2jTZg3VilGypnawjVUrxlh+kxxlG7VNO1I6spPWilGylk5SK2rOzdTTmyg16ZeUzurHKAdlNqJ8395DGdopsJB/5nwGWm/gAyvNSh7ohB048PhDW86aGre9ggnP5Rgha+q8sO2AHVvKOZ8HnyfY2KHtmV6rWpAbadM0WW9koMPScpsOajpnmqzzGBizzwTDbGfbLiYYylb/ftRzbR/DGj7kWsraF9ihg5zHUjaO1+8g6zGUzt4k5950cl70LNu0RUdt2rfD9W8fBjouLa9/D++oTfsysOd+gqxRzpV/9CR1aRY5ezFBx3+WWVPnt09aK0ZdfksY8ysKRsg5pN5u6poGo7ZpvQZqxajrxdidh1nk7DlJzmzXPybchp7l8ht7OCWjXefiY8BRk7Rnvv70/mqcWS/Nmpn/TOm93wM8JyIOqtN/1nLWsyPicZl5a2Z+r+WskyNi/8z8cWbe3lLO3cDzonyVBVnfJS1l3QM8NyIOyMxfNtWmabJ+Q7lcdqOXsJ6mTSdNLb+Ws34N/ElEHFin/77FrKl2Pb5O//dx/3dEPBm4nHJ08JcD09fJzNso4+i3i4jreaCdXWRdSbnsc9s5V1A2Fn/XQdZ7KBdhGOuKxGMsv3s6atOGHbXpPXS7/t3dQc4VwFjr3hhZVzLBVcEHsm4EfjowfeprD34P/KJeVflCxvwS7VnmXETpQIxlllmrImJZA7Vi1OX3kBz4YvCGc34+sPzG3q4Yo02bN1ArRs2a9bIbI+eicXPGyFrFBF+9NUa7Nhxnm3OoJv1ianpmfj0zL6q3b6AMG91hvNbMc3Pd2+z6h3K4+dVMeMWgWWZNdJRjPmX1sU1drhdztP4tmCzm7lzb1rL62CaX38LJ6mOb1pDV2rnyXeX0NauPbXL5LZwsOrrOxXz/mWrkohIR62WDRzkWW1Yf29RlVh/b1FRWRDyOMtz0SxGxK6UALwE+lplfrM/ZnXLRmZdl2Rs3r7P62KYus/rYpi6z+timabJOphxRG8y6pE7fO8sohHmb09esPrapy6w+tqnLrLXVpCjfFXks5VSUEzLzpnHbNJ8tys6epPmtDvm6PyJWAs+nfAhcnZlfro8/NBsagt1VVh/b1GVWH9vUZVYf2zRD1t9l5hciYgVwXzZwCkVXOX3N6mObuszqY5u6zJom56rM/KeI2I5y3mZjpwrNN3b2JM1rtTg/l3KFyvdl5pcWelYf29RlVh/b1GVWH9s0lLUMuDwzr1vIOX3N6mObuszqY5u6zBrKuSIzv9pGznzS+wu0SFrY6vCN9wM/BsYeNjKfsvrYpi6z+timLrP62KahrB8BP1joOX3N6mObuszqY5u6zBrK+X5bOfOJR/YkLQixwM4/nE85fc3qY5u6zOpjm7rM6mObuszqY5u6zOpjm7rM6rJNc83OniRJkiT1kMM4JUmSJKmH7OxJkiRJUg/Z2ZMkSZKkHrKzJ0mSJEk9ZGdPkiRJknrIzp4kSZIk9ZCdPUmSJEnqITt7kiRJktRDdvYkSZIkqYf+P++O8IFoauqxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26956cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26afd630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a268669b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a268c9588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a269014a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26a338d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a250286d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a253c16d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a253c1860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26a329b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a26daf908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>0.014917</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.011208</td>\n",
       "      <td>0.171939</td>\n",
       "      <td>0.031809</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.032005</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004625</td>\n",
       "      <td>0.009176</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.136793</td>\n",
       "      <td>0.067142</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.014521</td>\n",
       "      <td>0.061933</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.009238</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>0.026474</td>\n",
       "      <td>0.067130</td>\n",
       "      <td>0.023395</td>\n",
       "      <td>0.001949</td>\n",
       "      <td>0.019496</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.005003</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019647</td>\n",
       "      <td>0.015402</td>\n",
       "      <td>0.000363</td>\n",
       "      <td>0.068202</td>\n",
       "      <td>0.029184</td>\n",
       "      <td>0.006585</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>0.152581</td>\n",
       "      <td>0.020258</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.023855</td>\n",
       "      <td>0.012705</td>\n",
       "      <td>0.044955</td>\n",
       "      <td>0.065563</td>\n",
       "      <td>0.007299</td>\n",
       "      <td>0.000973</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.011513</td>\n",
       "      <td>0.046898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045632</td>\n",
       "      <td>0.005840</td>\n",
       "      <td>0.002383</td>\n",
       "      <td>0.077336</td>\n",
       "      <td>0.050858</td>\n",
       "      <td>0.038750</td>\n",
       "      <td>0.004711</td>\n",
       "      <td>0.211545</td>\n",
       "      <td>0.038228</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.052291</td>\n",
       "      <td>0.023477</td>\n",
       "      <td>0.008787</td>\n",
       "      <td>0.042778</td>\n",
       "      <td>0.015534</td>\n",
       "      <td>0.009653</td>\n",
       "      <td>0.016222</td>\n",
       "      <td>0.010551</td>\n",
       "      <td>0.030157</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077578</td>\n",
       "      <td>0.111043</td>\n",
       "      <td>0.007337</td>\n",
       "      <td>0.055224</td>\n",
       "      <td>0.028246</td>\n",
       "      <td>0.052663</td>\n",
       "      <td>0.032694</td>\n",
       "      <td>0.127170</td>\n",
       "      <td>0.045927</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.017477</td>\n",
       "      <td>0.050251</td>\n",
       "      <td>0.010250</td>\n",
       "      <td>0.050832</td>\n",
       "      <td>0.076095</td>\n",
       "      <td>0.011057</td>\n",
       "      <td>0.018357</td>\n",
       "      <td>0.021033</td>\n",
       "      <td>0.048900</td>\n",
       "      <td>...</td>\n",
       "      <td>0.088560</td>\n",
       "      <td>0.049342</td>\n",
       "      <td>0.000326</td>\n",
       "      <td>0.011315</td>\n",
       "      <td>0.017768</td>\n",
       "      <td>0.018903</td>\n",
       "      <td>0.042454</td>\n",
       "      <td>0.137391</td>\n",
       "      <td>0.034394</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.044855</td>\n",
       "      <td>0.046140</td>\n",
       "      <td>0.002346</td>\n",
       "      <td>0.051392</td>\n",
       "      <td>0.041201</td>\n",
       "      <td>0.022637</td>\n",
       "      <td>0.017044</td>\n",
       "      <td>0.007187</td>\n",
       "      <td>0.064138</td>\n",
       "      <td>...</td>\n",
       "      <td>0.072519</td>\n",
       "      <td>0.041338</td>\n",
       "      <td>0.003475</td>\n",
       "      <td>0.019620</td>\n",
       "      <td>0.016332</td>\n",
       "      <td>0.011732</td>\n",
       "      <td>0.031477</td>\n",
       "      <td>0.132377</td>\n",
       "      <td>0.033858</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.045160</td>\n",
       "      <td>0.042391</td>\n",
       "      <td>0.023693</td>\n",
       "      <td>0.061190</td>\n",
       "      <td>0.024638</td>\n",
       "      <td>0.009849</td>\n",
       "      <td>0.018990</td>\n",
       "      <td>0.002541</td>\n",
       "      <td>0.028797</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037616</td>\n",
       "      <td>0.062993</td>\n",
       "      <td>0.008346</td>\n",
       "      <td>0.018151</td>\n",
       "      <td>0.022561</td>\n",
       "      <td>0.024147</td>\n",
       "      <td>0.021678</td>\n",
       "      <td>0.105670</td>\n",
       "      <td>0.044264</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.022248</td>\n",
       "      <td>0.054647</td>\n",
       "      <td>0.019048</td>\n",
       "      <td>0.063307</td>\n",
       "      <td>0.054183</td>\n",
       "      <td>0.008312</td>\n",
       "      <td>0.028347</td>\n",
       "      <td>0.008979</td>\n",
       "      <td>0.017839</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048418</td>\n",
       "      <td>0.032047</td>\n",
       "      <td>0.004959</td>\n",
       "      <td>0.040509</td>\n",
       "      <td>0.027807</td>\n",
       "      <td>0.019417</td>\n",
       "      <td>0.051280</td>\n",
       "      <td>0.084870</td>\n",
       "      <td>0.031526</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.034016</td>\n",
       "      <td>0.034805</td>\n",
       "      <td>0.021926</td>\n",
       "      <td>0.077806</td>\n",
       "      <td>0.047003</td>\n",
       "      <td>0.002756</td>\n",
       "      <td>0.035012</td>\n",
       "      <td>0.006075</td>\n",
       "      <td>0.033234</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046489</td>\n",
       "      <td>0.024552</td>\n",
       "      <td>0.008220</td>\n",
       "      <td>0.031883</td>\n",
       "      <td>0.042045</td>\n",
       "      <td>0.033196</td>\n",
       "      <td>0.038041</td>\n",
       "      <td>0.080854</td>\n",
       "      <td>0.069952</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.042346</td>\n",
       "      <td>0.046916</td>\n",
       "      <td>0.020927</td>\n",
       "      <td>0.085181</td>\n",
       "      <td>0.027068</td>\n",
       "      <td>0.014878</td>\n",
       "      <td>0.024185</td>\n",
       "      <td>0.001879</td>\n",
       "      <td>0.015828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031020</td>\n",
       "      <td>0.040934</td>\n",
       "      <td>0.035410</td>\n",
       "      <td>0.033276</td>\n",
       "      <td>0.089170</td>\n",
       "      <td>0.022570</td>\n",
       "      <td>0.017519</td>\n",
       "      <td>0.072284</td>\n",
       "      <td>0.063326</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.015208</td>\n",
       "      <td>0.019051</td>\n",
       "      <td>0.043933</td>\n",
       "      <td>0.052296</td>\n",
       "      <td>0.021305</td>\n",
       "      <td>0.009247</td>\n",
       "      <td>0.019990</td>\n",
       "      <td>0.003018</td>\n",
       "      <td>0.007181</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024601</td>\n",
       "      <td>0.028768</td>\n",
       "      <td>0.116047</td>\n",
       "      <td>0.020748</td>\n",
       "      <td>0.093914</td>\n",
       "      <td>0.011540</td>\n",
       "      <td>0.023157</td>\n",
       "      <td>0.066781</td>\n",
       "      <td>0.027670</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.029597</td>\n",
       "      <td>0.022062</td>\n",
       "      <td>0.043351</td>\n",
       "      <td>0.058840</td>\n",
       "      <td>0.004023</td>\n",
       "      <td>0.013264</td>\n",
       "      <td>0.023725</td>\n",
       "      <td>0.004029</td>\n",
       "      <td>0.003970</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047446</td>\n",
       "      <td>0.040357</td>\n",
       "      <td>0.078636</td>\n",
       "      <td>0.029639</td>\n",
       "      <td>0.085227</td>\n",
       "      <td>0.048726</td>\n",
       "      <td>0.023698</td>\n",
       "      <td>0.061042</td>\n",
       "      <td>0.029832</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.017926</td>\n",
       "      <td>0.022511</td>\n",
       "      <td>0.092161</td>\n",
       "      <td>0.057820</td>\n",
       "      <td>0.001216</td>\n",
       "      <td>0.040039</td>\n",
       "      <td>0.033050</td>\n",
       "      <td>0.004423</td>\n",
       "      <td>0.005019</td>\n",
       "      <td>...</td>\n",
       "      <td>0.057073</td>\n",
       "      <td>0.042667</td>\n",
       "      <td>0.014127</td>\n",
       "      <td>0.019250</td>\n",
       "      <td>0.077597</td>\n",
       "      <td>0.030100</td>\n",
       "      <td>0.013319</td>\n",
       "      <td>0.084671</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>0.022273</td>\n",
       "      <td>0.019669</td>\n",
       "      <td>0.051744</td>\n",
       "      <td>0.051409</td>\n",
       "      <td>0.001267</td>\n",
       "      <td>0.028804</td>\n",
       "      <td>0.041287</td>\n",
       "      <td>0.019250</td>\n",
       "      <td>0.008700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041864</td>\n",
       "      <td>0.057988</td>\n",
       "      <td>0.003047</td>\n",
       "      <td>0.014305</td>\n",
       "      <td>0.053920</td>\n",
       "      <td>0.024222</td>\n",
       "      <td>0.037467</td>\n",
       "      <td>0.108842</td>\n",
       "      <td>0.036991</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>0.037683</td>\n",
       "      <td>0.008898</td>\n",
       "      <td>0.005485</td>\n",
       "      <td>0.037420</td>\n",
       "      <td>0.000971</td>\n",
       "      <td>0.020469</td>\n",
       "      <td>0.050943</td>\n",
       "      <td>0.038079</td>\n",
       "      <td>0.014686</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067995</td>\n",
       "      <td>0.066997</td>\n",
       "      <td>0.005852</td>\n",
       "      <td>0.007741</td>\n",
       "      <td>0.031597</td>\n",
       "      <td>0.022589</td>\n",
       "      <td>0.025951</td>\n",
       "      <td>0.108100</td>\n",
       "      <td>0.088309</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.025759</td>\n",
       "      <td>0.017380</td>\n",
       "      <td>0.004297</td>\n",
       "      <td>0.053916</td>\n",
       "      <td>0.003742</td>\n",
       "      <td>0.030238</td>\n",
       "      <td>0.054438</td>\n",
       "      <td>0.055683</td>\n",
       "      <td>0.002058</td>\n",
       "      <td>...</td>\n",
       "      <td>0.109651</td>\n",
       "      <td>0.039471</td>\n",
       "      <td>0.007513</td>\n",
       "      <td>0.019649</td>\n",
       "      <td>0.040350</td>\n",
       "      <td>0.024807</td>\n",
       "      <td>0.007031</td>\n",
       "      <td>0.063162</td>\n",
       "      <td>0.081760</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano        T1        T2        T3        T4        T5        T6  \\\n",
       "0  2003.0  0.014917  0.000147  0.011208  0.171939  0.031809  0.000147   \n",
       "0  2004.0  0.009238  0.001826  0.026474  0.067130  0.023395  0.001949   \n",
       "0  2005.0  0.023855  0.012705  0.044955  0.065563  0.007299  0.000973   \n",
       "0  2006.0  0.052291  0.023477  0.008787  0.042778  0.015534  0.009653   \n",
       "0  2007.0  0.017477  0.050251  0.010250  0.050832  0.076095  0.011057   \n",
       "0  2008.0  0.044855  0.046140  0.002346  0.051392  0.041201  0.022637   \n",
       "0  2009.0  0.045160  0.042391  0.023693  0.061190  0.024638  0.009849   \n",
       "0  2010.0  0.022248  0.054647  0.019048  0.063307  0.054183  0.008312   \n",
       "0  2011.0  0.034016  0.034805  0.021926  0.077806  0.047003  0.002756   \n",
       "0  2012.0  0.042346  0.046916  0.020927  0.085181  0.027068  0.014878   \n",
       "0  2013.0  0.015208  0.019051  0.043933  0.052296  0.021305  0.009247   \n",
       "0  2014.0  0.029597  0.022062  0.043351  0.058840  0.004023  0.013264   \n",
       "0  2015.0  0.017926  0.022511  0.092161  0.057820  0.001216  0.040039   \n",
       "0  2016.0  0.022273  0.019669  0.051744  0.051409  0.001267  0.028804   \n",
       "0  2017.0  0.037683  0.008898  0.005485  0.037420  0.000971  0.020469   \n",
       "0  2018.0  0.025759  0.017380  0.004297  0.053916  0.003742  0.030238   \n",
       "\n",
       "         T7        T8        T9  ...         T22       T23       T24  \\\n",
       "0  0.032005  0.000147  0.000147  ...    0.004625  0.009176  0.000147   \n",
       "0  0.019496  0.000048  0.005003  ...    0.019647  0.015402  0.000363   \n",
       "0  0.058824  0.011513  0.046898  ...    0.045632  0.005840  0.002383   \n",
       "0  0.016222  0.010551  0.030157  ...    0.077578  0.111043  0.007337   \n",
       "0  0.018357  0.021033  0.048900  ...    0.088560  0.049342  0.000326   \n",
       "0  0.017044  0.007187  0.064138  ...    0.072519  0.041338  0.003475   \n",
       "0  0.018990  0.002541  0.028797  ...    0.037616  0.062993  0.008346   \n",
       "0  0.028347  0.008979  0.017839  ...    0.048418  0.032047  0.004959   \n",
       "0  0.035012  0.006075  0.033234  ...    0.046489  0.024552  0.008220   \n",
       "0  0.024185  0.001879  0.015828  ...    0.031020  0.040934  0.035410   \n",
       "0  0.019990  0.003018  0.007181  ...    0.024601  0.028768  0.116047   \n",
       "0  0.023725  0.004029  0.003970  ...    0.047446  0.040357  0.078636   \n",
       "0  0.033050  0.004423  0.005019  ...    0.057073  0.042667  0.014127   \n",
       "0  0.041287  0.019250  0.008700  ...    0.041864  0.057988  0.003047   \n",
       "0  0.050943  0.038079  0.014686  ...    0.067995  0.066997  0.005852   \n",
       "0  0.054438  0.055683  0.002058  ...    0.109651  0.039471  0.007513   \n",
       "\n",
       "        T25       T26       T27       T28       T29       T30  Total  \n",
       "0  0.136793  0.067142  0.000147  0.000147  0.014521  0.061933    1.0  \n",
       "0  0.068202  0.029184  0.006585  0.000048  0.152581  0.020258    1.0  \n",
       "0  0.077336  0.050858  0.038750  0.004711  0.211545  0.038228    1.0  \n",
       "0  0.055224  0.028246  0.052663  0.032694  0.127170  0.045927    1.0  \n",
       "0  0.011315  0.017768  0.018903  0.042454  0.137391  0.034394    1.0  \n",
       "0  0.019620  0.016332  0.011732  0.031477  0.132377  0.033858    1.0  \n",
       "0  0.018151  0.022561  0.024147  0.021678  0.105670  0.044264    1.0  \n",
       "0  0.040509  0.027807  0.019417  0.051280  0.084870  0.031526    1.0  \n",
       "0  0.031883  0.042045  0.033196  0.038041  0.080854  0.069952    1.0  \n",
       "0  0.033276  0.089170  0.022570  0.017519  0.072284  0.063326    1.0  \n",
       "0  0.020748  0.093914  0.011540  0.023157  0.066781  0.027670    1.0  \n",
       "0  0.029639  0.085227  0.048726  0.023698  0.061042  0.029832    1.0  \n",
       "0  0.019250  0.077597  0.030100  0.013319  0.084671  0.028141    1.0  \n",
       "0  0.014305  0.053920  0.024222  0.037467  0.108842  0.036991    1.0  \n",
       "0  0.007741  0.031597  0.022589  0.025951  0.108100  0.088309    1.0  \n",
       "0  0.019649  0.040350  0.024807  0.007031  0.063162  0.081760    1.0  \n",
       "\n",
       "[16 rows x 32 columns]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):\n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "    \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "    \n",
    "year = 2003\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('ans-option3-1-thetas.csv',index=False)\n",
    "topics_df.to_csv('ans-option3-1-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('ans-option3-1.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'ans-option3-1-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'ans-option3-1-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a268a98d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=900,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('ans-wordcloud-3-1.eps')\n",
    "    f.savefig('ans-wordcloud-3-1.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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